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CDC Mortality Prediction with FastAI for Tabular Data

avanwyk · published 19 October 2018

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http://www.fast.ai/2018/10/02/fastai-ai/

fast.ai

http://www.fast.ai/2018/04/29/categorical-embeddings/

fast.ai

FastAI Installation and Setup Read at the source ↗

avanwyk.com

https://www.kaggle.com/

kaggle.com

https://www.kaggle.com/cdc/mortality

kaggle.com

http://docs.fast.ai/tabular.data.html

docs.fast.ai

https://pandas.pydata.org/pandas-docs/stable/categorical.html

pandas.pydata.org

https://en.wikipedia.org/wiki/Feature_scaling

en.wikipedia.org

http://docs.fast.ai/basic_train.html

docs.fast.ai

http://docs.fast.ai/tabular.models.html

docs.fast.ai

https://arxiv.org/abs/1506.01186

arxiv.org

http://docs.fast.ai/callbacks.lr_finder.html

docs.fast.ai

https://sgugger.github.io/how-do-you-find-a-good-learning-rate.html

sgugger.github.io

http://docs.fast.ai/callbacks.one_cycle.html

docs.fast.ai

http://docs.fast.ai

docs.fast.ai

https://www.python.org/dev/peps/pep-0484/

python.org

https://forums.fast.ai/

forums.fast.ai

http://course.fast.ai/

course.fast.ai

https://github.com/avanwyk/fastai-projects/blob/master/cdc-mortality-tabular-prediction/cdc-mortality.ipynb

github.com

http://docs.fast.ai/

docs.fast.ai